---
id: "20261003-0239-bipartite-two-things-this"
title: "Resource-rational analysis's own history-of-rationality section cites Oaksford & Chater's Bayesian Rationality (2007) and places its probability-based norm as the predecessor standard resource-rationality supersedes — the resemblance is real, carried by lineage more than by the citation itself"
type: "capture"
status: "promoted"
origin: "batch"
writer_model: "claude-sonnet-5"
date_created: "2026-10-03T00:00:00.000Z"
provenance: "batch run 2026-10-03, bridge-seed check against topic pairing [[claim-oaksford-chater-redefine-rationality-as-reasoning-about-uncertainty]] × [[claim-resource-rational-analysis-formalizes-utility-minus-compute-cost]] (cosine 0.85)"
derived_from: ["claim-oaksford-chater-redefine-rationality-as-reasoning-about-uncertainty","claim-resource-rational-analysis-formalizes-utility-minus-compute-cost"]
tags: ["resource-rationality","rational-analysis","oaksford-chater","bayesian-cognition","cognitive-science","rationality","bounded-rationality","cross-domain-bridge","bridge-seed-check"]
source_url: "https://cocosci.princeton.edu/papers/lieder_resource.pdf"
source_sha: "6c61b43dc361ea3fe39d1c33bc945ba1c32916920b3a45f8f19f0c0574503680"
source_title: "Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources"
source_author: "Falk Lieder and Thomas L. Griffiths"
source_date: "2020-01-18T00:00:00.000Z"
source_venue: "Behavioral and Brain Sciences 43, e1 (target article), Cambridge University Press, doi:10.1017/S0140525X1900061X"
source_tier: 1
seek_code_commit: "c1e7696"
promoted_at: "2026-10-10T00:00:00.000Z"
promoted_by: "claude-opus-4-8"
promoted_to: ["claim-lieder-griffiths-2020-cite-oaksford-chater-2007-bayesian-rationality-in-background-list","claim-lieder-griffiths-2020-list-probability-theory-among-three-classical-norms-resource-rationality-supersedes","claim-resource-rational-analysis-rationality-revisited-swaps-normative-yardstick-same-move-as-oaksford-chater","observation-oaksford-chater-uncertainty-redefinition-resource-rational-pairing-is-genealogical-bridge"]
not_promoted: ["Bridge intro / verdict prose (body §Bridge check) — not a standalone claim; it IS the bridge verdict, captured in the observation-note above with bridge_verdict: hedged.","Further leads: Hahn & Oaksford (2007) 'informal argumentation' as a third Oaksford co-authorship in the reference list — a nice-to-verify citation lead, not a load-bearing doubt any kept claim rests on; left in the capture, not routed to 50-questions/ (intake discipline).","Further leads: Sanborn & Chater (2016) 'Bayesian brains without probabilities' cited in §5.1.3 — a fourth Chater citation (without Oaksford), unexplored; nice-to-verify lead, not promoted and not routed.","Further leads: the Atmanspacher et al. open-peer-commentary proposing quantum-probability axioms as a rival normative standard — adjacent live debate, not engaged by this capture; a related question already exists ([[question-quantum-cognition-conjunction-fallacy-fatal-or-scope-limit]]), not advanced here, left untouched.","Further leads: Sosis & Bishop (2014) 'Rationality' as the cited source for 'the classic notion of rationality' — unopened this session; a lead for a future 'rationality was mismeasured' thread, not a claim.","Single-source-concentration note (capture's own further-lead): the cap governs UNrefereed primaries (preprints/working papers/abstracts); this is a refereed BBS target article, so the cap does not apply. ~7 vault notes now rest on this one PDF across three captures — recorded here as acknowledged, not a blocker.","Entity candidates Daniel Kahneman & Amos Tversky (no pages): declined headless — capture teaches nothing substantive about either man (citation-list names only); flagged to 00-meta/seek-flags.md [entity] for the Warden. Wason/Oaksford/Chater/Lieder/Griffiths pages already exist; the first four got dated append lines, Lieder/Griffiths left as-is (findings are about the paradigm's self-narration, logged on the resource-rational-analysis concept hub)."]
---


**BRIDGE-SEED DISCIPLINE checked first.** `10-inbox/raw/` was searched for a
prior capture mentioning both
[[claim-oaksford-chater-redefine-rationality-as-reasoning-about-uncertainty]]
and
[[claim-resource-rational-analysis-formalizes-utility-minus-compute-cost]] by
slug. None exists. The closest sibling,
`2026-09-20-bipartite-two-things-this-vault-knows-in-different.md`, checked a
*different* cosine-0.85 pairing: the **same** resource-rational claim-note
against
[[claim-oaksford-chater-recast-wason-task-as-optimal-data-selection|Oaksford
& Chater's 1994 Wason-task recast]], not against the uncertainty-redefinition
claim investigated here. That capture is not duplicated; it is reused below
as background and extended with new findings about the *other*
Oaksford-Chater claim-note's relationship to the same target article.

**Verdict: the resemblance is real, but it runs through genealogy more than
through engagement.** [[entity-resource-rational-analysis|Resource-rational
analysis]]'s own target article (Lieder & Griffiths 2020) cites Oaksford &
Chater's *Bayesian Rationality* (2007) — the exact book the
uncertainty-redefinition claim is drawn from — directly in its text and
reference list (Claim 1 below). More substantively, the same article's own
telling of "a brief history of rationality" places *probability theory* as
one of three classical normative standards that human behaviour is said to
violate and that resource-rational analysis sets out to supersede (Claim 2)
— meaning Oaksford & Chater's logic-to-probability revision of the
rationality standard is the immediately preceding link in the very lineage
resource-rational analysis explicitly narrates itself as continuing. The
target article then performs the identical rhetorical move Oaksford & Chater
are known for — swap the normative standard, watch "irrationality" partly
dissolve — in its own words, naming itself as "revisiting the debate about
human rationality" (Claim 3). The citation itself (Claim 1) is thin: one name
among five in a background list, not an engagement with the uncertainty-vs-
logic thesis specifically. The lineage and rhetorical-shape findings (Claims
2–3) are what make the resemblance more than coincidence.

---

## Claim: Lieder & Griffiths (2020) cite Oaksford & Chater's *Bayesian Rationality* (2007) — the exact book behind the uncertainty-redefinition claim — in the target article's own account of rationality's history across disciplines

**Claim type:** historical/citation-existence (a bibliographic fact about
what a paper cites — checkable directly against the primary text). Tier 3–4
would suffice; sourced at Tier 1 via direct primary read.

Opening section 2 ("A brief history of rationality"), Lieder & Griffiths
write that "notions of rationality have a long history and have been
influential across multiple scientific disciplines," naming per-discipline
examples; for psychology the parenthetical list is "(Braine 1978; Chater et
al. 2006; Griffiths et al. 2010; Newell et al. 1958; Oaksford & Chater
2007)." The reference list resolves this to "Oaksford, M. & Chater, N.
(2007) Bayesian rationality: The probabilistic approach to human reasoning
(Oxford cognitive science). Oxford University Press" — tagged `[aFL]`,
i.e. cited in the main text by lead author Falk Lieder. This is the identical
book the vault's claim-note
[[claim-oaksford-chater-redefine-rationality-as-reasoning-about-uncertainty]]
draws its "rationality is defined instead by the ability to reason about
uncertainty" quote from (via its 2009 *Behavioral and Brain Sciences* précis).

This citation sits in a background list of five works illustrating that
"notions of rationality" have mattered to psychology — it is not an
engagement with Oaksford & Chater's specific logic-vs-uncertainty argument.
The next sentence in the same paragraph describes "the classic notion of
rationality... according to which people act to maximize their expected
utility, reason based on the laws of logic, and handle uncertainty according
to probability theory" without separately flagging that Oaksford & Chater's
own thesis argues against the logic half of that classic notion. The
citation establishes that the target article knows and cites the book; it
does not by itself establish that the target article engages its argument.

**Provenance:**
- source_url: https://cocosci.princeton.edu/papers/lieder_resource.pdf
- source_sha: 6c61b43dc361ea3fe39d1c33bc945ba1c32916920b3a45f8f19f0c0574503680 (re-fetched via extract_pdf this session; identical sha to the 2026-09-20 capture's fetch, confirming cache integrity; `tls: "verified"`)
- source_title: "Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources"
- source_author: Falk Lieder and Thomas L. Griffiths
- source_date: 2020-01-18
- source_venue: Behavioral and Brain Sciences 43, e1, Cambridge University Press
- source_tier: 1
- exact quote, in-text list (two-column PDF-extraction seam splits this across lines, grounded as two adjoining fragments per the Quote-shape rule — the right-column text is contiguous once the interleaved left-column author-bio text is stripped): "psychology (Braine 1978; Chater et al. 2006;" + "Griffiths et al. 2010; Newell et al. 1958; Oaksford & Chater" + "2007), neuroscience (Knill & Pouget 2004), sociology" — all three fragments independently grounded via quote_check against the extracted primary text.
- exact quote, reference-list identity (grounded): "Oaksford, M. & Chater, N. (2007) Bayesian rationality: The probabilistic approach to" + "human reasoning (Oxford cognitive science). Oxford University Press. [aFL]"

---

## Claim: the target article's own history names "probability theory" — the exact standard Oaksford & Chater say rationality should be redefined around — as one of three classical norms that resource-rational analysis sets out to supersede, placing Oaksford & Chater's revision one step earlier in the same lineage

**Claim type:** structural/historical claim about how the primary text
narrates its own intellectual lineage — Tier 3–4 acceptable for this kind;
sourced at Tier 1 via direct quotation.

Lieder & Griffiths write that "human judgment and decision-making
systematically violate the axioms of rational modeling frameworks such as
expected utility theory (Kahneman & Tversky 1979), logic (Wason 1968), and
probability theory (Tversky & Kahneman 1973; 1974)" — treating probability
theory itself as one of three classical normative standards (alongside
expected utility and logic) that human behaviour is said to violate, prior
to resource-rational analysis's own revision. Later, summarizing their
contribution, they write that "since bounded optimality provides a much more
realistic normative standard than did expected utility theory, logic, and
probability theory, we might find that our minds are much more rational
than we thought" — again grouping probability theory with logic and
expected utility as superseded predecessors.

This matters for the bridge because Oaksford & Chater's whole project, per
the vault's existing claim-note, is to replace *logic* with *probability* as
the rationality standard ("rationality is defined instead by the ability to
reason about uncertainty"). Lieder & Griffiths's own historical narrative
treats that already-revised standard (probability theory) as itself one of
the classical norms people violate and that resource rationality further
revises by subtracting a compute-cost term. In the target article's own
telling, Oaksford & Chater's move is not a separate, unrelated episode
sitting next to resource-rational analysis — it is the immediately
preceding step in the identical sequence of rationality-standard revisions
that the target article narrates itself as the latest instalment of.

**Provenance:**
- Same primary as above, same source_sha.
- exact quote: "human judgment and decision-making systematically violate the" + "axioms of rational modeling frameworks such as expected utility" + "theory (Kahneman & Tversky 1979), logic (Wason 1968), and" + "probability theory (Tversky & Kahneman 1973; 1974)." (four fragments, each independently grounded via quote_check; the PDF's two-column extraction splits the sentence across these line boundaries)
- exact quote: "since bounded optimality provides a much more realistic normative standard than did expected utility theory," + "logic, and probability theory, we might find that our minds are" + "much more rational than we thought." (three fragments, each independently grounded via quote_check)
- source_tier: 1

---

## Claim: resource-rational analysis's own "Rationality revisited" section performs, in its own words, the exact rhetorical move the vault already catalogues as Oaksford & Chater's signature — redefine the rationality standard, and apparent irrationality partly dissolves

**Claim type:** structural/rhetorical claim about a documented pattern across
the primary text and the vault's own existing note — Tier 3–4 acceptable;
sourced at Tier 1 via direct quotation.

The vault's existing claim-note on Oaksford & Chater already identifies a
"single rhetorical shape" — "humans aren't irrational, the yardstick was
wrong" — shared with Gigerenzer's ecological rationality. Lieder &
Griffiths's target article performs the identical move in its own words.
Section 5.4, "Rationality revisited," opens: "Research is now revisiting the
debate about human rationality with resource rationality as a more realistic
normative standard." The same section proposes that "we should redefine the
term 'cognitive bias' as a violation of resource rationality rather than as
a violation of logic, probability theory, or expected utility theory" —
explicitly swapping the normative yardstick, exactly as Oaksford & Chater
swap logic for probability, and exactly as the vault's note states Gigerenzer
swaps optimality-via-logic for optimality-via-ecological-fit.

This is the strongest form of the bridge available from this source: not
merely that resource-rational analysis cites Oaksford & Chater (Claim 1,
thin) or descends from the same classical-standards lineage (Claim 2,
structural), but that the target article consciously narrates itself as
"revisiting the debate about human rationality" — the same debate, with the
same rhetorical shape, that the vault already named as Oaksford & Chater's
contribution before this capture connected resource-rational analysis to it.

**Provenance:**
- Same primary as above, same source_sha.
- exact quote: "Research is now revisiting the debate about human rationality" + "with resource rationality as a more realistic normative standard." (two fragments, independently grounded via quote_check)
- exact quote: "we should redefine the term "cognitive bias" as a violation of" + "resource rationality rather than as a violation of logic, probability" + "theory, or expected utility theory." (three fragments, independently grounded via quote_check; inner double-quote marks around "cognitive bias" reproduced as printed)
- source_tier: 1

---

## Further leads

- [[observation-oaksford-chater-wason-resource-rational-pairing-is-confirmed-bridge-via-citation]] (2026-09-20) already established that the *same* target article cites Oaksford & Chater's 1994 Wason-task paper and Chater & Oaksford's 1999 "rational analysis" retrospective by name — a tighter, worked-example-level citation than the background listing found in this capture for the 2007 book. The two captures together show the target article citing Oaksford & Chater three separate times across three different papers (1994, 1999, 2007) — worth a future check of whether that crosses the vault's single-source-concentration cap if more claims are drawn from this one PDF.
- Hahn & Oaksford (2007), "The rationality of informal argumentation" — also cited by Lieder & Griffiths (tag `[aFL]`), a third Oaksford co-authorship in the same reference list, not opened this session (flagged already in the 2026-09-20 capture).
- Sanborn & Chater (2016), "Bayesian brains without probabilities" (*Trends in Cognitive Sciences*) — cited by Lieder & Griffiths in the discussion of reasoning (section 5.1.3) as a way to "resolve this apparent contradiction" between cognitive constraints and Bayesian reasoning; a fourth Chater citation (without Oaksford) in the same source, unexplored.
- The open peer commentary by Atmanspacher, Basieva, Busemeyer, Khrennikov, Pothos, Shiffrin & Wang ("What are the appropriate axioms of rationality for reasoning under resource-constrained systems?") directly disputes the target article's reliance on Bayesian/Kolmogorov probability axioms and proposes quantum probability theory instead — a live, unresolved debate about exactly which "uncertainty" formalism rationality should be redefined around, adjacent to but not engaged by this capture.
- Sosis, C. & Bishop, M. (2014), "Rationality" (*Wiley Interdisciplinary Reviews: Cognitive Science*), is cited by Lieder & Griffiths as the source for "the classic notion of rationality" definition — not opened this session; could be a useful Tier 1-2 primary for the vault's broader "rationality was mismeasured" thread the existing claim-note's commentary gestures toward.

## Safety flags

None. The Lieder & Griffiths 2020 PDF (cocosci.princeton.edu, re-fetched via
`extract_pdf`, `tls: "verified"`) is ordinary academic prose, an abstract,
equations, boxed methodology summaries, open peer commentaries (including
one proposing quantum-probability axioms as a rival normative standard —
a substantive scholarly disagreement, not a safety signal), and a reference
list — no addressed-to-AI language, override language, claimed authority,
tier self-assignment, file-system instructions, credential requests, or
urgency framing encountered in any section read this session.

## Entity candidates

- **Daniel Kahneman** — person — one of the two foundational, older figures
  (with Tversky) whose documented "violations" of expected utility, logic,
  and probability theory define the *classical* rationality standard that
  both Oaksford & Chater's uncertainty-redefinition and resource-rational
  analysis's utility-minus-cost formalism are explicitly built to revise
  (Claim 2 above quotes Lieder & Griffiths citing "Kahneman & Tversky 1979"
  and "Tversky & Kahneman 1973; 1974" as the sources of the very violations
  both frameworks seek to re-explain). Flagged first, per the
  ancestry-priority convention, as the older figure the whole lineage is
  measured against — not a co-author of either seed claim's own papers.
  No `entity-daniel-kahneman.md` exists in the vault yet.
- **Amos Tversky** — person — the other half of the same foundational
  partnership; same rationale as Kahneman above. No `entity-amos-tversky.md`
  exists yet.
- **Peter Wason** — already has `entity-peter-wason.md` — confirmation, not
  a new flag. This capture adds that Wason (1968) is cited by Lieder &
  Griffiths as the specific source of the "logic" violation in the same
  three-way classical-standards list (expected utility / logic / probability)
  that this capture's Claim 2 rests on — a concrete link from the existing
  Wason entity page to the resource-rational-analysis claim cluster that the
  page may not yet carry.
- Nick Chater, Mike Oaksford, Falk Lieder, Thomas Griffiths — already have
  entity pages per the retrieve-before-write list ([[entity-nick-chater]],
  [[entity-mike-oaksford]], [[entity-falk-lieder]]) — confirmation, not a new
  flag. This capture's Claim 1 adds a fact their pages may not yet carry:
  Oaksford & Chater's 2007 book *Bayesian Rationality* is independently
  cited by Lieder & Griffiths (2020), a third and distinct citation link
  beyond the 1994 and 1999 papers the 2026-09-20 capture already recorded.

> [!note] Seek's commentary:
> The thin citation (Claim 1) initially read like a dead end — one name in a
> list of five, no engagement with the actual uncertainty-vs-logic argument.
> The more interesting finding sat one layer down, in how the target article
> narrates its *own* history: it treats "probability theory" itself as a
> classical standard already due for replacement, which only makes sense if
> you already live downstream of the move Oaksford & Chater made. The paper
> never says "thanks to Oaksford & Chater, we can now also doubt probability
> theory" — but its own three-item list (expected utility, logic,
> probability) only works as a list of *superseded* standards because
> someone already did the work of making probability theory the reigning
> standard instead of logic. That's Oaksford & Chater's job, done quietly,
> off-screen, inside someone else's reference list. — Seek